| Number of Variables | 19 |
|---|---|
| Number of Rows | 150000 |
| Missing Cells | 135771 |
| Missing Cells (%) | 4.8% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 59.0 MB |
| Average Row Size in Memory | 412.1 B |
| Variable Types |
|
| b has 12984 (8.66%) missing values | Missing |
|---|---|
| c has 12984 (8.66%) missing values | Missing |
| o has 108857 (72.57%) missing values | Missing |
| c is skewed | Skewed |
| d is skewed | Skewed |
| e is skewed | Skewed |
| f is skewed | Skewed |
| h is skewed | Skewed |
| m is skewed | Skewed |
| monto is skewed | Skewed |
| score is skewed | Skewed |
|---|---|
| g has a high cardinality: 51 distinct values | High Cardinality |
| j has a high cardinality: 8324 distinct values | High Cardinality |
| fecha has a high cardinality: 145813 distinct values | High Cardinality |
| a has constant length 1 | Constant Length |
| g has constant length 2 | Constant Length |
| j has constant length 11 | Constant Length |
| n has constant length 1 | Constant Length |
| o has constant length 1 | Constant Length |
| p has constant length 1 | Constant Length |
| fecha has constant length 19 | Constant Length |
|---|---|
| fraude has constant length 1 | Constant Length |
| e has 65055 (43.37%) zeros | Zeros |
| f has 25390 (16.93%) zeros | Zeros |
| h has 12840 (8.56%) zeros | Zeros |
| m has 15898 (10.6%) zeros | Zeros |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9900000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 4 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 4 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 150000 |
numerical
| Approximate Distinct Count | 7672 |
|---|---|
| Approximate Unique (%) | 5.6% |
| Missing | 12984 |
| Missing (%) | 8.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2192256 |
| Mean | 0.7281 |
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 472 |
| Zeros (%) | 0.3% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0.4893 |
| Q1 | 0.6784 |
| Median | 0.7555 |
| Q3 | 0.8065 |
| 95-th Percentile | 0.887 |
| Maximum | 1 |
| Range | 1 |
| IQR | 0.1281 |
| Mean | 0.7281 |
|---|---|
| Standard Deviation | 0.1329 |
| Variance | 0.01767 |
| Sum | 99763.4398 |
| Skewness | -1.6253 |
| Kurtosis | 5.1881 |
| Coefficient of Variation | 0.1826 |
numerical
| Approximate Distinct Count | 135090 |
|---|---|
| Approximate Unique (%) | 98.6% |
| Missing | 12984 |
| Missing (%) | 8.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2192256 |
| Mean | 260445.107 |
| Minimum | 0.16 |
| Maximum | 1.3879e+07 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.16 |
|---|---|
| 5-th Percentile | 550.1225 |
| Q1 | 9679.915 |
| Median | 43711.655 |
| Q3 | 145443.6275 |
| 95-th Percentile | 1.032e+06 |
| Maximum | 1.3879e+07 |
| Range | 1.3879e+07 |
| IQR | 135763.7125 |
| Mean | 260445.107 |
|---|---|
| Standard Deviation | 846436.1416 |
| Variance | 7.1645e+11 |
| Sum | 3.5685e+10 |
| Skewness | 6.7243 |
| Kurtosis | 57.3665 |
| Coefficient of Variation | 3.25 |
numerical
| Approximate Distinct Count | 51 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 365 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2394160 |
| Mean | 21.6777 |
| Minimum | 0 |
| Maximum | 50 |
| Zeros | 786 |
| Zeros (%) | 0.5% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 2 |
| Median | 14 |
| Q3 | 50 |
| 95-th Percentile | 50 |
| Maximum | 50 |
| Range | 50 |
| IQR | 48 |
| Mean | 21.6777 |
|---|---|
| Standard Deviation | 20.0621 |
| Variance | 402.4897 |
| Sum | 3.2437e+06 |
| Skewness | 0.4221 |
| Kurtosis | -1.5242 |
| Coefficient of Variation | 0.9255 |
numerical
| Approximate Distinct Count | 43208 |
|---|---|
| Approximate Unique (%) | 28.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 0.2206 |
| Minimum | 0 |
| Maximum | 833.3333 |
| Zeros | 65055 |
| Zeros (%) | 43.4% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0.09519 |
| Q3 | 0.2829 |
| 95-th Percentile | 0.7112 |
| Maximum | 833.3333 |
| Range | 833.3333 |
| IQR | 0.2829 |
| Mean | 0.2206 |
|---|---|
| Standard Deviation | 2.435 |
| Variance | 5.9292 |
| Sum | 33096.1756 |
| Skewness | 281.2206 |
| Kurtosis | 92777.126 |
| Coefficient of Variation | 11.036 |
numerical
| Approximate Distinct Count | 1338 |
|---|---|
| Approximate Unique (%) | 0.9% |
| Missing | 11 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2399824 |
| Mean | 51.1694 |
| Minimum | -5 |
| Maximum | 145274 |
| Zeros | 25390 |
| Zeros (%) | 16.9% |
| Negatives | 1277 |
| Negatives (%) | 0.9% |
| Minimum | -5 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 1 |
| Median | 8 |
| Q3 | 33 |
| 95-th Percentile | 162 |
| Maximum | 145274 |
| Range | 145279 |
| IQR | 32 |
| Mean | 51.1694 |
|---|---|
| Standard Deviation | 709.4729 |
| Variance | 503351.8019 |
| Sum | 7.6748e+06 |
| Skewness | 126.1817 |
| Kurtosis | 22063.8312 |
| Coefficient of Variation | 13.8652 |
categorical
| Approximate Distinct Count | 51 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 194 |
| Missing (%) | 0.1% |
| Memory Size | 10037002 |
| Mean | 2 |
|---|---|
| Standard Deviation | 0 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 2 |
| 1st row | AR |
|---|---|
| 2nd row | AR |
| 3rd row | BR |
| 4th row | BR |
| 5th row | BR |
| Count | 299612 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 299612 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 59 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 14.1935 |
| Minimum | 0 |
| Maximum | 58 |
| Zeros | 12840 |
| Zeros (%) | 8.6% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 3 |
| Median | 9 |
| Q3 | 21 |
| 95-th Percentile | 46 |
| Maximum | 58 |
| Range | 58 |
| IQR | 18 |
| Mean | 14.1935 |
|---|---|
| Standard Deviation | 14.1612 |
| Variance | 200.54 |
| Sum | 2.129e+06 |
| Skewness | 1.196 |
| Kurtosis | 0.6032 |
| Coefficient of Variation | 0.9977 |
categorical
| Approximate Distinct Count | 8324 |
|---|---|
| Approximate Unique (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 11400000 |
| Mean | 11 |
|---|---|
| Standard Deviation | 0 |
| Median | 11 |
| Minimum | 11 |
| Maximum | 11 |
| 1st row | cat_d26ab52 |
|---|---|
| 2nd row | cat_ea962fb |
| 3rd row | cat_4c2544e |
| 4th row | cat_1b59ee3 |
| 5th row | cat_9bacaa5 |
| Count | 856377 |
|---|---|
| Lowercase Letter | 856377 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 643623 |
numerical
| Approximate Distinct Count | 150000 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 0.4975 |
| Minimum | 4.18e-06 |
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 4.18e-06 |
|---|---|
| 5-th Percentile | 0.04933 |
| Q1 | 0.2468 |
| Median | 0.496 |
| Q3 | 0.7465 |
| 95-th Percentile | 0.9493 |
| Maximum | 1 |
| Range | 1 |
| IQR | 0.4997 |
| Mean | 0.4975 |
|---|---|
| Standard Deviation | 0.2883 |
| Variance | 0.08314 |
| Sum | 74629.8742 |
| Skewness | 0.01044 |
| Kurtosis | -1.1974 |
| Coefficient of Variation | 0.5796 |
numerical
| Approximate Distinct Count | 7297 |
|---|---|
| Approximate Unique (%) | 4.9% |
| Missing | 11 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2399824 |
| Mean | 2305.4094 |
| Minimum | 0 |
| Maximum | 7544 |
| Zeros | 2030 |
| Zeros (%) | 1.4% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 111 |
| Q1 | 910 |
| Median | 1937 |
| Q3 | 3445 |
| 95-th Percentile | 5552 |
| Maximum | 7544 |
| Range | 7544 |
| IQR | 2535 |
| Mean | 2305.4094 |
|---|---|
| Standard Deviation | 1712.3796 |
| Variance | 2.9322e+06 |
| Sum | 3.4579e+08 |
| Skewness | 0.6812 |
| Kurtosis | -0.3719 |
| Coefficient of Variation | 0.7428 |
numerical
| Approximate Distinct Count | 1793 |
|---|---|
| Approximate Unique (%) | 1.2% |
| Missing | 365 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2394160 |
| Mean | 299.9696 |
| Minimum | 0 |
| Maximum | 2225 |
| Zeros | 15898 |
| Zeros (%) | 10.6% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 42 |
| Median | 193 |
| Q3 | 459 |
| 95-th Percentile | 967 |
| Maximum | 2225 |
| Range | 2225 |
| IQR | 417 |
| Mean | 299.9696 |
|---|---|
| Standard Deviation | 321.0758 |
| Variance | 103089.6733 |
| Sum | 4.4886e+07 |
| Skewness | 1.377 |
| Kurtosis | 1.7499 |
| Coefficient of Variation | 1.0704 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9900000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 150000 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 108857 |
| Missing (%) | 72.6% |
| Memory Size | 2715438 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | N |
| 4th row | Y |
| 5th row | N |
| Count | 41143 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 41143 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9900000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | N |
| Count | 150000 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 150000 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 145813 |
|---|---|
| Approximate Unique (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 12600000 |
| Mean | 19 |
|---|---|
| Standard Deviation | 0 |
| Median | 19 |
| Minimum | 19 |
| Maximum | 19 |
| 1st row | 2020-03-20 09:28:1... |
|---|---|
| 2nd row | 2020-03-09 13:58:2... |
| 3rd row | 2020-04-08 12:25:5... |
| 4th row | 2020-03-14 11:46:1... |
| 5th row | 2020-03-23 14:17:1... |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 150000 |
| Uppercase Letter | 0 |
| Dash Punctuation | 300000 |
| Decimal Number | 2100000 |
numerical
| Approximate Distinct Count | 17831 |
|---|---|
| Approximate Unique (%) | 11.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 43.5231 |
| Minimum | 0.02 |
| Maximum | 3696.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.02 |
|---|---|
| 5-th Percentile | 3.89 |
| Q1 | 9.38 |
| Median | 20.61 |
| Q3 | 40.6925 |
| 95-th Percentile | 158.31 |
| Maximum | 3696.35 |
| Range | 3696.33 |
| IQR | 31.3125 |
| Mean | 43.5231 |
|---|---|
| Standard Deviation | 91.5579 |
| Variance | 8382.8468 |
| Sum | 6.5285e+06 |
| Skewness | 9.7338 |
| Kurtosis | 180.5426 |
| Coefficient of Variation | 2.1037 |
numerical
| Approximate Distinct Count | 101 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 48.0662 |
| Minimum | 0 |
| Maximum | 100 |
| Zeros | 4969 |
| Zeros (%) | 3.3% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 3 |
| Q1 | 23 |
| Median | 48 |
| Q3 | 73 |
| 95-th Percentile | 93 |
| Maximum | 100 |
| Range | 100 |
| IQR | 50 |
| Mean | 48.0662 |
|---|---|
| Standard Deviation | 28.9951 |
| Variance | 840.7171 |
| Sum | 7.2099e+06 |
| Skewness | 0.01597 |
| Kurtosis | -1.1831 |
| Coefficient of Variation | 0.6032 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9900000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 150000 |